Overview
Brought to you by YData
Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 4745 |
| Missing cells | 2406 |
| Missing cells (%) | 2.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.4 MiB |
| Average record size in memory | 539.9 B |
Variable types
| Text | 3 |
|---|---|
| Categorical | 7 |
| Numeric | 10 |
AST is highly overall correlated with PTS | High correlation |
DRAFT_NUMBER is highly overall correlated with DRAFT_ROUND | High correlation |
DRAFT_ROUND is highly overall correlated with DRAFT_NUMBER | High correlation |
DRAFT_YEAR is highly overall correlated with FROM_YEAR and 3 other fields | High correlation |
FROM_YEAR is highly overall correlated with DRAFT_YEAR and 3 other fields | High correlation |
HEIGHT is highly overall correlated with WEIGHT | High correlation |
PTS is highly overall correlated with AST and 1 other fields | High correlation |
REB is highly overall correlated with PTS | High correlation |
ROSTER_STATUS is highly overall correlated with DRAFT_YEAR and 3 other fields | High correlation |
STATS_TIMEFRAME is highly overall correlated with DRAFT_YEAR and 3 other fields | High correlation |
TEAM_ABBREVIATION is highly overall correlated with TEAM_CITY and 1 other fields | High correlation |
TEAM_CITY is highly overall correlated with TEAM_ABBREVIATION and 1 other fields | High correlation |
TEAM_NAME is highly overall correlated with TEAM_ABBREVIATION and 1 other fields | High correlation |
TO_YEAR is highly overall correlated with DRAFT_YEAR and 3 other fields | High correlation |
WEIGHT is highly overall correlated with HEIGHT | High correlation |
DRAFT_YEAR has 1129 (23.8%) missing values | Missing |
DRAFT_ROUND has 1277 (26.9%) missing values | Missing |
JERSEY_NUMBER has 106 (2.2%) zeros | Zeros |
DRAFT_NUMBER has 1338 (28.2%) zeros | Zeros |
PTS has 107 (2.3%) zeros | Zeros |
REB has 190 (4.0%) zeros | Zeros |
AST has 239 (5.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-31 08:12:51.749827 |
|---|---|
| Analysis finished | 2025-07-31 08:13:09.217994 |
| Duration | 17.47 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
PLAYER_NAME
Text
| Distinct | 4707 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 286.6 KiB |
Length
| Max length | 24 |
|---|---|
| Median length | 22 |
| Mean length | 12.595785 |
| Min length | 4 |
Unique
| Unique | 4671 ? |
|---|---|
| Unique (%) | 98.4% |
Sample
| 1st row | Alaa Abdelnaby |
|---|---|
| 2nd row | Zaid Abdul-Aziz |
| 3rd row | Kareem Abdul-Jabbar |
| 4th row | Mahmoud Abdul-Rauf |
| 5th row | Tariq Abdul-Wahad |
| Value | Count | Frequency (%) |
| williams | 84 | 0.9% |
| john | 81 | 0.8% |
| johnson | 73 | 0.8% |
| bob | 61 | 0.6% |
| smith | 61 | 0.6% |
| jones | 60 | 0.6% |
| mike | 57 | 0.6% |
| jim | 56 | 0.6% |
| chris | 56 | 0.6% |
| jr | 47 | 0.5% |
| Other values (4190) | 8959 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5312 | 8.9% |
| 4850 | 8.1% | |
| a | 4528 | 7.6% |
| n | 4379 | 7.3% |
| r | 4152 | 6.9% |
| o | 3798 | 6.4% |
| i | 3551 | 5.9% |
| l | 3005 | 5.0% |
| s | 2431 | 4.1% |
| t | 1864 | 3.1% |
| Other values (61) | 21897 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 59767 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5312 | 8.9% |
| 4850 | 8.1% | |
| a | 4528 | 7.6% |
| n | 4379 | 7.3% |
| r | 4152 | 6.9% |
| o | 3798 | 6.4% |
| i | 3551 | 5.9% |
| l | 3005 | 5.0% |
| s | 2431 | 4.1% |
| t | 1864 | 3.1% |
| Other values (61) | 21897 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 59767 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5312 | 8.9% |
| 4850 | 8.1% | |
| a | 4528 | 7.6% |
| n | 4379 | 7.3% |
| r | 4152 | 6.9% |
| o | 3798 | 6.4% |
| i | 3551 | 5.9% |
| l | 3005 | 5.0% |
| s | 2431 | 4.1% |
| t | 1864 | 3.1% |
| Other values (61) | 21897 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 59767 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5312 | 8.9% |
| 4850 | 8.1% | |
| a | 4528 | 7.6% |
| n | 4379 | 7.3% |
| r | 4152 | 6.9% |
| o | 3798 | 6.4% |
| i | 3551 | 5.9% |
| l | 3005 | 5.0% |
| s | 2431 | 4.1% |
| t | 1864 | 3.1% |
| Other values (61) | 21897 |
TEAM_CITY
Categorical
High correlation
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 265.3 KiB |
| Golden State | 251 |
|---|---|
| New York | 234 |
| Atlanta | 234 |
| Detroit | 232 |
| Sacramento | 230 |
| Other values (25) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 8.2320337 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Portland |
|---|---|
| 2nd row | Houston |
| 3rd row | Los Angeles |
| 4th row | Denver |
| 5th row | Sacramento |
Common Values
| Value | Count | Frequency (%) |
| Golden State | 251 | 5.3% |
| New York | 234 | 4.9% |
| Atlanta | 234 | 4.9% |
| Detroit | 232 | 4.9% |
| Sacramento | 230 | 4.8% |
| Philadelphia | 216 | 4.6% |
| Boston | 214 | 4.5% |
| Los Angeles | 206 | 4.3% |
| Washington | 190 | 4.0% |
| Oklahoma City | 167 | 3.5% |
| Other values (20) | 2571 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| new | 309 | 5.3% |
| golden | 251 | 4.3% |
| state | 251 | 4.3% |
| york | 234 | 4.0% |
| atlanta | 234 | 4.0% |
| detroit | 232 | 4.0% |
| sacramento | 230 | 4.0% |
| philadelphia | 216 | 3.7% |
| boston | 214 | 3.7% |
| los | 206 | 3.5% |
| Other values (25) | 3426 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3985 | 10.2% |
| o | 3815 | 9.8% |
| n | 3534 | 9.0% |
| e | 3355 | 8.6% |
| t | 3191 | 8.2% |
| l | 2579 | 6.6% |
| i | 2134 | 5.5% |
| r | 1497 | 3.8% |
| h | 1454 | 3.7% |
| s | 1395 | 3.6% |
| Other values (29) | 12122 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 39061 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 3985 | 10.2% |
| o | 3815 | 9.8% |
| n | 3534 | 9.0% |
| e | 3355 | 8.6% |
| t | 3191 | 8.2% |
| l | 2579 | 6.6% |
| i | 2134 | 5.5% |
| r | 1497 | 3.8% |
| h | 1454 | 3.7% |
| s | 1395 | 3.6% |
| Other values (29) | 12122 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 39061 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 3985 | 10.2% |
| o | 3815 | 9.8% |
| n | 3534 | 9.0% |
| e | 3355 | 8.6% |
| t | 3191 | 8.2% |
| l | 2579 | 6.6% |
| i | 2134 | 5.5% |
| r | 1497 | 3.8% |
| h | 1454 | 3.7% |
| s | 1395 | 3.6% |
| Other values (29) | 12122 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 39061 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 3985 | 10.2% |
| o | 3815 | 9.8% |
| n | 3534 | 9.0% |
| e | 3355 | 8.6% |
| t | 3191 | 8.2% |
| l | 2579 | 6.6% |
| i | 2134 | 5.5% |
| r | 1497 | 3.8% |
| h | 1454 | 3.7% |
| s | 1395 | 3.6% |
| Other values (29) | 12122 |
TEAM_NAME
Categorical
High correlation
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 257.8 KiB |
| Warriors | 251 |
|---|---|
| Knicks | 234 |
| Hawks | 234 |
| Pistons | 232 |
| Kings | 230 |
| Other values (25) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 6.6084299 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Trail Blazers |
|---|---|
| 2nd row | Rockets |
| 3rd row | Lakers |
| 4th row | Nuggets |
| 5th row | Kings |
Common Values
| Value | Count | Frequency (%) |
| Warriors | 251 | 5.3% |
| Knicks | 234 | 4.9% |
| Hawks | 234 | 4.9% |
| Pistons | 232 | 4.9% |
| Kings | 230 | 4.8% |
| 76ers | 216 | 4.6% |
| Celtics | 214 | 4.5% |
| Lakers | 206 | 4.3% |
| Wizards | 190 | 4.0% |
| Thunder | 167 | 3.5% |
| Other values (20) | 2571 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| warriors | 251 | 5.1% |
| knicks | 234 | 4.8% |
| hawks | 234 | 4.8% |
| pistons | 232 | 4.7% |
| kings | 230 | 4.7% |
| 76ers | 216 | 4.4% |
| celtics | 214 | 4.4% |
| lakers | 206 | 4.2% |
| wizards | 190 | 3.9% |
| thunder | 167 | 3.4% |
| Other values (21) | 2725 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 4491 | |
| r | 2948 | 9.4% |
| e | 2571 | 8.2% |
| i | 2456 | 7.8% |
| a | 2239 | 7.1% |
| l | 1431 | 4.6% |
| n | 1204 | 3.8% |
| c | 1185 | 3.8% |
| t | 1170 | 3.7% |
| k | 1111 | 3.5% |
| Other values (28) | 10551 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 31357 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 4491 | |
| r | 2948 | 9.4% |
| e | 2571 | 8.2% |
| i | 2456 | 7.8% |
| a | 2239 | 7.1% |
| l | 1431 | 4.6% |
| n | 1204 | 3.8% |
| c | 1185 | 3.8% |
| t | 1170 | 3.7% |
| k | 1111 | 3.5% |
| Other values (28) | 10551 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 31357 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 4491 | |
| r | 2948 | 9.4% |
| e | 2571 | 8.2% |
| i | 2456 | 7.8% |
| a | 2239 | 7.1% |
| l | 1431 | 4.6% |
| n | 1204 | 3.8% |
| c | 1185 | 3.8% |
| t | 1170 | 3.7% |
| k | 1111 | 3.5% |
| Other values (28) | 10551 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 31357 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 4491 | |
| r | 2948 | 9.4% |
| e | 2571 | 8.2% |
| i | 2456 | 7.8% |
| a | 2239 | 7.1% |
| l | 1431 | 4.6% |
| n | 1204 | 3.8% |
| c | 1185 | 3.8% |
| t | 1170 | 3.7% |
| k | 1111 | 3.5% |
| Other values (28) | 10551 |
TEAM_ABBREVIATION
Categorical
High correlation
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 241.1 KiB |
| GSW | 251 |
|---|---|
| NYK | 234 |
| ATL | 234 |
| DET | 232 |
| SAC | 230 |
| Other values (25) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | POR |
|---|---|
| 2nd row | HOU |
| 3rd row | LAL |
| 4th row | DEN |
| 5th row | SAC |
Common Values
| Value | Count | Frequency (%) |
| GSW | 251 | 5.3% |
| NYK | 234 | 4.9% |
| ATL | 234 | 4.9% |
| DET | 232 | 4.9% |
| SAC | 230 | 4.8% |
| PHI | 216 | 4.6% |
| BOS | 214 | 4.5% |
| LAL | 206 | 4.3% |
| WAS | 190 | 4.0% |
| OKC | 167 | 3.5% |
| Other values (20) | 2571 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| gsw | 251 | 5.3% |
| nyk | 234 | 4.9% |
| atl | 234 | 4.9% |
| det | 232 | 4.9% |
| sac | 230 | 4.8% |
| phi | 216 | 4.6% |
| bos | 214 | 4.5% |
| lal | 206 | 4.3% |
| was | 190 | 4.0% |
| okc | 167 | 3.5% |
| Other values (20) | 2571 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1608 | 11.3% |
| L | 1341 | 9.4% |
| S | 1135 | 8.0% |
| C | 966 | 6.8% |
| O | 946 | 6.6% |
| N | 835 | 5.9% |
| I | 834 | 5.9% |
| H | 788 | 5.5% |
| T | 687 | 4.8% |
| E | 647 | 4.5% |
| Other values (11) | 4448 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14235 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 1608 | 11.3% |
| L | 1341 | 9.4% |
| S | 1135 | 8.0% |
| C | 966 | 6.8% |
| O | 946 | 6.6% |
| N | 835 | 5.9% |
| I | 834 | 5.9% |
| H | 788 | 5.5% |
| T | 687 | 4.8% |
| E | 647 | 4.5% |
| Other values (11) | 4448 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14235 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 1608 | 11.3% |
| L | 1341 | 9.4% |
| S | 1135 | 8.0% |
| C | 966 | 6.8% |
| O | 946 | 6.6% |
| N | 835 | 5.9% |
| I | 834 | 5.9% |
| H | 788 | 5.5% |
| T | 687 | 4.8% |
| E | 647 | 4.5% |
| Other values (11) | 4448 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14235 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 1608 | 11.3% |
| L | 1341 | 9.4% |
| S | 1135 | 8.0% |
| C | 966 | 6.8% |
| O | 946 | 6.6% |
| N | 835 | 5.9% |
| I | 834 | 5.9% |
| H | 788 | 5.5% |
| T | 687 | 4.8% |
| E | 647 | 4.5% |
| Other values (11) | 4448 |
JERSEY_NUMBER
Real number (ℝ)
Zeros
| Distinct | 85 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.026554 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 106 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 17 |
| Q3 | 31 |
| 95-th percentile | 51 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 15.883871 |
|---|---|
| Coefficient of variation (CV) | 0.75541959 |
| Kurtosis | 1.7797523 |
| Mean | 21.026554 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.1221715 |
| Sum | 99771 |
| Variance | 252.29736 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 296 | 6.2% |
| 5 | 163 | 3.4% |
| 11 | 158 | 3.3% |
| 15 | 158 | 3.3% |
| 20 | 158 | 3.3% |
| 21 | 151 | 3.2% |
| 10 | 151 | 3.2% |
| 3 | 145 | 3.1% |
| 4 | 143 | 3.0% |
| 14 | 137 | 2.9% |
| Other values (75) | 3085 |
| Value | Count | Frequency (%) |
| 0 | 106 | |
| 1 | 98 | |
| 2 | 107 | |
| 3 | 145 | |
| 4 | 143 | |
| 5 | 163 | |
| 6 | 103 | |
| 7 | 124 | |
| 8 | 125 | |
| 9 | 124 |
| Value | Count | Frequency (%) |
| 99 | 4 | |
| 98 | 3 | |
| 97 | 2 | |
| 96 | 1 | < 0.1% |
| 95 | 2 | |
| 94 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 92 | 2 | |
| 91 | 3 | |
| 90 | 1 | < 0.1% |
POSITION
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 232.9 KiB |
| G | |
|---|---|
| F | |
| C | |
| G-F | |
| F-C | 140 |
| Other values (2) |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.223393 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | G |
| 5th row | F-G |
Common Values
| Value | Count | Frequency (%) |
| G | 1846 | |
| F | 1724 | |
| C | 645 | 13.6% |
| G-F | 196 | 4.1% |
| F-C | 140 | 3.0% |
| C-F | 114 | 2.4% |
| F-G | 80 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| g | 1846 | |
| f | 1724 | |
| c | 645 | 13.6% |
| g-f | 196 | 4.1% |
| f-c | 140 | 3.0% |
| c-f | 114 | 2.4% |
| f-g | 80 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 2254 | |
| G | 2122 | |
| C | 899 | 15.5% |
| - | 530 | 9.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5805 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 2254 | |
| G | 2122 | |
| C | 899 | 15.5% |
| - | 530 | 9.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5805 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 2254 | |
| G | 2122 | |
| C | 899 | 15.5% |
| - | 530 | 9.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5805 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 2254 | |
| G | 2122 | |
| C | 899 | 15.5% |
| - | 530 | 9.1% |
HEIGHT
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.272729 |
| Minimum | 63 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 73 |
| Q1 | 76 |
| median | 78 |
| Q3 | 81 |
| 95-th percentile | 84 |
| Maximum | 91 |
| Range | 28 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5346118 |
|---|---|
| Coefficient of variation (CV) | 0.04515764 |
| Kurtosis | -0.20436898 |
| Mean | 78.272729 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.099555945 |
| Sum | 371404.1 |
| Variance | 12.49348 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 79 | 490 | |
| 77 | 475 | |
| 80 | 469 | |
| 78 | 456 | |
| 81 | 443 | |
| 75 | 401 | |
| 82 | 372 | |
| 76 | 370 | |
| 74 | 294 | |
| 83 | 247 | 5.2% |
| Other values (19) | 728 |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 67 | 6 | 0.1% |
| 68 | 5 | 0.1% |
| 69 | 10 | 0.2% |
| 70 | 35 | 0.7% |
| 71 | 53 | 1.1% |
| 72 | 121 | |
| 73 | 197 |
| Value | Count | Frequency (%) |
| 91 | 1 | < 0.1% |
| 90 | 3 | 0.1% |
| 89 | 5 | 0.1% |
| 88 | 6 | 0.1% |
| 87 | 13 | 0.3% |
| 86 | 33 | 0.7% |
| 85 | 55 | 1.2% |
| 84 | 181 | |
| 83 | 247 | |
| 82 | 372 |
WEIGHT
Real number (ℝ)
High correlation
| Distinct | 149 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 212.46872 |
| Minimum | 133 |
|---|---|
| Maximum | 360 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 133 |
|---|---|
| 5-th percentile | 175 |
| Q1 | 190 |
| median | 210 |
| Q3 | 230 |
| 95-th percentile | 260 |
| Maximum | 360 |
| Range | 227 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 26.618965 |
|---|---|
| Coefficient of variation (CV) | 0.12528416 |
| Kurtosis | 0.21246895 |
| Mean | 212.46872 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.47063687 |
| Sum | 1008164.1 |
| Variance | 708.5693 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 210 | 311 | 6.6% |
| 190 | 295 | 6.2% |
| 220 | 280 | 5.9% |
| 185 | 263 | 5.5% |
| 215 | 259 | 5.5% |
| 195 | 242 | 5.1% |
| 200 | 241 | 5.1% |
| 205 | 224 | 4.7% |
| 225 | 224 | 4.7% |
| 180 | 189 | 4.0% |
| Other values (139) | 2217 |
| Value | Count | Frequency (%) |
| 133 | 2 | |
| 140 | 1 | < 0.1% |
| 141 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 150 | 3 | |
| 152 | 1 | < 0.1% |
| 153 | 1 | < 0.1% |
| 155 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 158 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 360 | 1 | < 0.1% |
| 330 | 1 | < 0.1% |
| 325 | 2 | |
| 315 | 1 | < 0.1% |
| 311 | 1 | < 0.1% |
| 310 | 1 | < 0.1% |
| 307 | 1 | < 0.1% |
| 306 | 1 | < 0.1% |
| 305 | 4 | |
| 303 | 1 | < 0.1% |
COLLEGE
Text
| Distinct | 677 |
|---|---|
| Distinct (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 276.0 KiB |
Length
| Max length | 35 |
|---|---|
| Median length | 29 |
| Mean length | 10.525395 |
| Min length | 1 |
Unique
| Unique | 322 ? |
|---|---|
| Unique (%) | 6.8% |
Sample
| 1st row | Duke |
|---|---|
| 2nd row | Iowa State |
| 3rd row | UCLA |
| 4th row | Louisiana State |
| 5th row | San Jose State |
| Value | Count | Frequency (%) |
| state | 695 | 9.7% |
| carolina | 163 | 2.3% |
| kentucky | 146 | 2.0% |
| north | 144 | 2.0% |
| michigan | 131 | 1.8% |
| st | 117 | 1.6% |
| kansas | 103 | 1.4% |
| ucla | 99 | 1.4% |
| arizona | 96 | 1.3% |
| duke | 95 | 1.3% |
| Other values (727) | 5394 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 5284 | 10.6% |
| e | 4135 | 8.3% |
| n | 3641 | 7.3% |
| t | 3590 | 7.2% |
| i | 3460 | 6.9% |
| o | 3351 | 6.7% |
| r | 2608 | 5.2% |
| 2510 | 5.0% | |
| s | 2206 | 4.4% |
| l | 1935 | 3.9% |
| Other values (54) | 17223 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49943 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 5284 | 10.6% |
| e | 4135 | 8.3% |
| n | 3641 | 7.3% |
| t | 3590 | 7.2% |
| i | 3460 | 6.9% |
| o | 3351 | 6.7% |
| r | 2608 | 5.2% |
| 2510 | 5.0% | |
| s | 2206 | 4.4% |
| l | 1935 | 3.9% |
| Other values (54) | 17223 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49943 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 5284 | 10.6% |
| e | 4135 | 8.3% |
| n | 3641 | 7.3% |
| t | 3590 | 7.2% |
| i | 3460 | 6.9% |
| o | 3351 | 6.7% |
| r | 2608 | 5.2% |
| 2510 | 5.0% | |
| s | 2206 | 4.4% |
| l | 1935 | 3.9% |
| Other values (54) | 17223 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49943 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 5284 | 10.6% |
| e | 4135 | 8.3% |
| n | 3641 | 7.3% |
| t | 3590 | 7.2% |
| i | 3460 | 6.9% |
| o | 3351 | 6.7% |
| r | 2608 | 5.2% |
| 2510 | 5.0% | |
| s | 2206 | 4.4% |
| l | 1935 | 3.9% |
| Other values (54) | 17223 |
COUNTRY
Text
| Distinct | 80 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 243.4 KiB |
Length
| Max length | 32 |
|---|---|
| Median length | 3 |
| Mean length | 3.5036881 |
| Min length | 3 |
Unique
| Unique | 26 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | USA |
|---|---|
| 2nd row | USA |
| 3rd row | USA |
| 4th row | USA |
| 5th row | France |
| Value | Count | Frequency (%) |
| usa | 4222 | |
| canada | 50 | 1.0% |
| france | 49 | 1.0% |
| serbia | 34 | 0.7% |
| australia | 32 | 0.7% |
| croatia | 21 | 0.4% |
| brazil | 18 | 0.4% |
| spain | 16 | 0.3% |
| argentina | 16 | 0.3% |
| germany | 15 | 0.3% |
| Other values (87) | 340 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 4321 | |
| A | 4273 | |
| U | 4242 | |
| a | 682 | 4.1% |
| i | 355 | 2.1% |
| n | 354 | 2.1% |
| e | 348 | 2.1% |
| r | 297 | 1.8% |
| t | 153 | 0.9% |
| o | 144 | 0.9% |
| Other values (38) | 1456 | 8.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16625 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 4321 | |
| A | 4273 | |
| U | 4242 | |
| a | 682 | 4.1% |
| i | 355 | 2.1% |
| n | 354 | 2.1% |
| e | 348 | 2.1% |
| r | 297 | 1.8% |
| t | 153 | 0.9% |
| o | 144 | 0.9% |
| Other values (38) | 1456 | 8.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16625 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 4321 | |
| A | 4273 | |
| U | 4242 | |
| a | 682 | 4.1% |
| i | 355 | 2.1% |
| n | 354 | 2.1% |
| e | 348 | 2.1% |
| r | 297 | 1.8% |
| t | 153 | 0.9% |
| o | 144 | 0.9% |
| Other values (38) | 1456 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16625 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 4321 | |
| A | 4273 | |
| U | 4242 | |
| a | 682 | 4.1% |
| i | 355 | 2.1% |
| n | 354 | 2.1% |
| e | 348 | 2.1% |
| r | 297 | 1.8% |
| t | 153 | 0.9% |
| o | 144 | 0.9% |
| Other values (38) | 1456 | 8.8% |
DRAFT_YEAR
Real number (ℝ)
High correlation Missing
| Distinct | 78 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 1129 |
| Missing (%) | 23.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1990.7069 |
| Minimum | 1947 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 1947 |
|---|---|
| 5-th percentile | 1954 |
| Q1 | 1975 |
| median | 1991 |
| Q3 | 2009 |
| 95-th percentile | 2021 |
| Maximum | 2024 |
| Range | 77 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 20.676506 |
|---|---|
| Coefficient of variation (CV) | 0.010386515 |
| Kurtosis | -0.9758973 |
| Mean | 1990.7069 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.18423881 |
| Sum | 7198396 |
| Variance | 427.51792 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2018 | 72 | 1.5% |
| 1986 | 68 | 1.4% |
| 2019 | 68 | 1.4% |
| 2017 | 67 | 1.4% |
| 1978 | 67 | 1.4% |
| 1982 | 66 | 1.4% |
| 1985 | 65 | 1.4% |
| 2016 | 65 | 1.4% |
| 1977 | 63 | 1.3% |
| 1974 | 62 | 1.3% |
| Other values (68) | 2953 | |
| (Missing) | 1129 | 23.8% |
| Value | Count | Frequency (%) |
| 1947 | 13 | |
| 1948 | 23 | |
| 1949 | 27 | |
| 1950 | 31 | |
| 1951 | 21 | |
| 1952 | 25 | |
| 1953 | 24 | |
| 1954 | 25 | |
| 1955 | 19 | |
| 1956 | 26 |
| Value | Count | Frequency (%) |
| 2024 | 55 | |
| 2023 | 55 | |
| 2022 | 52 | |
| 2021 | 56 | |
| 2020 | 58 | |
| 2019 | 68 | |
| 2018 | 72 | |
| 2017 | 67 | |
| 2016 | 65 | |
| 2015 | 48 |
DRAFT_ROUND
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1277 |
| Missing (%) | 26.9% |
| Memory size | 246.1 KiB |
| 2.0 | |
|---|---|
| 1.0 | |
| 0.0 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 1847 | |
| 1.0 | 1611 | |
| 0.0 | 10 | 0.2% |
| (Missing) | 1277 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 1847 | |
| 1.0 | 1611 | |
| 0.0 | 10 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3478 | |
| . | 3468 | |
| 2 | 1847 | |
| 1 | 1611 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10404 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3478 | |
| . | 3468 | |
| 2 | 1847 | |
| 1 | 1611 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10404 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3478 | |
| . | 3468 | |
| 2 | 1847 | |
| 1 | 1611 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10404 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3478 | |
| . | 3468 | |
| 2 | 1847 | |
| 1 | 1611 |
DRAFT_NUMBER
Real number (ℝ)
High correlation Zeros
| Distinct | 167 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.079031 |
| Minimum | 0 |
|---|---|
| Maximum | 221 |
| Zeros | 1338 |
| Zeros (%) | 28.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 15 |
| Q3 | 36 |
| 95-th percentile | 73 |
| Maximum | 221 |
| Range | 221 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 28.395044 |
|---|---|
| Coefficient of variation (CV) | 1.2303396 |
| Kurtosis | 7.8947979 |
| Mean | 23.079031 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 2.2855911 |
| Sum | 109510 |
| Variance | 806.27853 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1338 | |
| 5 | 78 | 1.6% |
| 3 | 76 | 1.6% |
| 4 | 76 | 1.6% |
| 1 | 75 | 1.6% |
| 6 | 75 | 1.6% |
| 9 | 74 | 1.6% |
| 2 | 73 | 1.5% |
| 7 | 73 | 1.5% |
| 10 | 71 | 1.5% |
| Other values (157) | 2736 |
| Value | Count | Frequency (%) |
| 0 | 1338 | |
| 1 | 75 | 1.6% |
| 2 | 73 | 1.5% |
| 3 | 76 | 1.6% |
| 4 | 76 | 1.6% |
| 5 | 78 | 1.6% |
| 6 | 75 | 1.6% |
| 7 | 73 | 1.5% |
| 8 | 69 | 1.5% |
| 9 | 74 | 1.6% |
| Value | Count | Frequency (%) |
| 221 | 1 | |
| 215 | 1 | |
| 214 | 1 | |
| 211 | 1 | |
| 204 | 1 | |
| 202 | 1 | |
| 198 | 1 | |
| 190 | 1 | |
| 187 | 1 | |
| 185 | 2 |
ROSTER_STATUS
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 241.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4211 | |
| 1.0 | 534 | 11.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4211 | |
| 1.0 | 534 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| . | 4745 | |
| 1 | 534 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14235 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| . | 4745 | |
| 1 | 534 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14235 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| . | 4745 | |
| 1 | 534 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14235 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8956 | |
| . | 4745 | |
| 1 | 534 | 3.8% |
PTS
Real number (ℝ)
High correlation Zeros
| Distinct | 257 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3593256 |
| Minimum | 0 |
|---|---|
| Maximum | 32.7 |
| Zeros | 107 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.8 |
| median | 5.1 |
| Q3 | 8.6 |
| 95-th percentile | 16.7 |
| Maximum | 32.7 |
| Range | 32.7 |
| Interquartile range (IQR) | 5.8 |
Descriptive statistics
| Standard deviation | 4.9291547 |
|---|---|
| Coefficient of variation (CV) | 0.77510652 |
| Kurtosis | 2.2683171 |
| Mean | 6.3593256 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | 1.4132376 |
| Sum | 30175 |
| Variance | 24.296566 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 107 | 2.3% |
| 2 | 92 | 1.9% |
| 1 | 66 | 1.4% |
| 3 | 66 | 1.4% |
| 3.5 | 65 | 1.4% |
| 2.8 | 65 | 1.4% |
| 3.2 | 64 | 1.3% |
| 2.3 | 63 | 1.3% |
| 1.8 | 62 | 1.3% |
| 3.3 | 61 | 1.3% |
| Other values (247) | 4034 |
| Value | Count | Frequency (%) |
| 0 | 107 | |
| 0.1 | 1 | < 0.1% |
| 0.2 | 3 | 0.1% |
| 0.3 | 9 | 0.2% |
| 0.4 | 6 | 0.1% |
| 0.5 | 11 | 0.2% |
| 0.6 | 15 | 0.3% |
| 0.7 | 21 | 0.4% |
| 0.8 | 27 | 0.6% |
| 0.9 | 23 | 0.5% |
| Value | Count | Frequency (%) |
| 32.7 | 1 | |
| 30.4 | 1 | |
| 30.1 | 2 | |
| 29.6 | 1 | |
| 28.2 | 1 | |
| 27.6 | 1 | |
| 27.4 | 1 | |
| 27 | 1 | |
| 26.8 | 1 | |
| 26.7 | 1 |
REB
Real number (ℝ)
High correlation Zeros
| Distinct | 138 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8648261 |
| Minimum | 0 |
|---|---|
| Maximum | 22.9 |
| Zeros | 190 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 1.3 |
| median | 2.3 |
| Q3 | 3.9 |
| 95-th percentile | 7.4 |
| Maximum | 22.9 |
| Range | 22.9 |
| Interquartile range (IQR) | 2.6 |
Descriptive statistics
| Standard deviation | 2.2662194 |
|---|---|
| Coefficient of variation (CV) | 0.79104954 |
| Kurtosis | 5.34901 |
| Mean | 2.8648261 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | 1.7373417 |
| Sum | 13593.6 |
| Variance | 5.1357503 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 190 | 4.0% |
| 1 | 180 | 3.8% |
| 1.5 | 142 | 3.0% |
| 1.3 | 134 | 2.8% |
| 1.4 | 123 | 2.6% |
| 1.1 | 122 | 2.6% |
| 1.8 | 120 | 2.5% |
| 1.2 | 118 | 2.5% |
| 2.4 | 113 | 2.4% |
| 2 | 112 | 2.4% |
| Other values (128) | 3391 |
| Value | Count | Frequency (%) |
| 0 | 190 | |
| 0.1 | 5 | 0.1% |
| 0.2 | 18 | 0.4% |
| 0.3 | 47 | 1.0% |
| 0.4 | 38 | 0.8% |
| 0.5 | 82 | |
| 0.6 | 76 | 1.6% |
| 0.7 | 83 | |
| 0.8 | 98 | |
| 0.9 | 94 |
| Value | Count | Frequency (%) |
| 22.9 | 1 | |
| 22.5 | 1 | |
| 17.3 | 1 | |
| 16.2 | 1 | |
| 15.6 | 1 | |
| 15 | 1 | |
| 14 | 1 | |
| 13.9 | 1 | |
| 13.7 | 1 | |
| 13.6 | 1 |
AST
Real number (ℝ)
High correlation Zeros
| Distinct | 94 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4529399 |
| Minimum | 0 |
|---|---|
| Maximum | 11.6 |
| Zeros | 239 |
| Zeros (%) | 5.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.5 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4.38 |
| Maximum | 11.6 |
| Range | 11.6 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.4173002 |
|---|---|
| Coefficient of variation (CV) | 0.97547059 |
| Kurtosis | 5.5360842 |
| Mean | 1.4529399 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 2.0105248 |
| Sum | 6894.2 |
| Variance | 2.0087398 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5 | 284 | 6.0% |
| 0.3 | 272 | 5.7% |
| 0.6 | 244 | 5.1% |
| 0.7 | 242 | 5.1% |
| 0 | 239 | 5.0% |
| 0.8 | 238 | 5.0% |
| 0.4 | 232 | 4.9% |
| 1 | 204 | 4.3% |
| 0.2 | 199 | 4.2% |
| 0.9 | 192 | 4.0% |
| Other values (84) | 2399 |
| Value | Count | Frequency (%) |
| 0 | 239 | |
| 0.1 | 115 | |
| 0.2 | 199 | |
| 0.3 | 272 | |
| 0.4 | 232 | |
| 0.5 | 284 | |
| 0.6 | 244 | |
| 0.7 | 242 | |
| 0.8 | 238 | |
| 0.9 | 192 |
| Value | Count | Frequency (%) |
| 11.6 | 1 | |
| 11.2 | 1 | |
| 10.5 | 1 | |
| 10.2 | 1 | |
| 9.5 | 1 | |
| 9.3 | 1 | |
| 9.2 | 1 | |
| 9.1 | 2 | |
| 8.9 | 1 | |
| 8.7 | 2 |
STATS_TIMEFRAME
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 255.0 KiB |
| Career | |
|---|---|
| Season |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Career |
|---|---|
| 2nd row | Career |
| 3rd row | Career |
| 4th row | Career |
| 5th row | Career |
Common Values
| Value | Count | Frequency (%) |
| Career | 4176 | |
| Season | 569 | 12.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| career | 4176 | |
| season | 569 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8921 | |
| r | 8352 | |
| a | 4745 | |
| C | 4176 | |
| S | 569 | 2.0% |
| s | 569 | 2.0% |
| o | 569 | 2.0% |
| n | 569 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 28470 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 8921 | |
| r | 8352 | |
| a | 4745 | |
| C | 4176 | |
| S | 569 | 2.0% |
| s | 569 | 2.0% |
| o | 569 | 2.0% |
| n | 569 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 28470 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 8921 | |
| r | 8352 | |
| a | 4745 | |
| C | 4176 | |
| S | 569 | 2.0% |
| s | 569 | 2.0% |
| o | 569 | 2.0% |
| n | 569 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 28470 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 8921 | |
| r | 8352 | |
| a | 4745 | |
| C | 4176 | |
| S | 569 | 2.0% |
| s | 569 | 2.0% |
| o | 569 | 2.0% |
| n | 569 | 2.0% |
FROM_YEAR
Real number (ℝ)
High correlation
| Distinct | 79 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1993.1989 |
| Minimum | 1946 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 1946 |
|---|---|
| 5-th percentile | 1952 |
| Q1 | 1977 |
| median | 1995 |
| Q3 | 2012 |
| 95-th percentile | 2022 |
| Maximum | 2024 |
| Range | 78 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.618717 |
|---|---|
| Coefficient of variation (CV) | 0.010846241 |
| Kurtosis | -0.83296231 |
| Mean | 1993.1989 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.41919155 |
| Sum | 9457729 |
| Variance | 467.36893 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2021 | 127 | 2.7% |
| 2017 | 121 | 2.6% |
| 2019 | 117 | 2.5% |
| 1976 | 109 | 2.3% |
| 2018 | 108 | 2.3% |
| 2024 | 106 | 2.2% |
| 2023 | 100 | 2.1% |
| 2020 | 95 | 2.0% |
| 2022 | 89 | 1.9% |
| 2016 | 88 | 1.9% |
| Other values (69) | 3685 |
| Value | Count | Frequency (%) |
| 1946 | 51 | |
| 1947 | 18 | 0.4% |
| 1948 | 51 | |
| 1949 | 56 | |
| 1950 | 22 | 0.5% |
| 1951 | 25 | |
| 1952 | 26 | |
| 1953 | 25 | |
| 1954 | 33 | |
| 1955 | 29 |
| Value | Count | Frequency (%) |
| 2024 | 106 | |
| 2023 | 100 | |
| 2022 | 89 | |
| 2021 | 127 | |
| 2020 | 95 | |
| 2019 | 117 | |
| 2018 | 108 | |
| 2017 | 121 | |
| 2016 | 88 | |
| 2015 | 72 |
TO_YEAR
Real number (ℝ)
High correlation
| Distinct | 79 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1997.7395 |
| Minimum | 1946 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.2 KiB |
Quantile statistics
| Minimum | 1946 |
|---|---|
| 5-th percentile | 1954.2 |
| Q1 | 1981 |
| median | 2002 |
| Q3 | 2018 |
| 95-th percentile | 2024 |
| Maximum | 2024 |
| Range | 78 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 21.915848 |
|---|---|
| Coefficient of variation (CV) | 0.010970323 |
| Kurtosis | -0.72845115 |
| Mean | 1997.7395 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.56859195 |
| Sum | 9479274 |
| Variance | 480.30439 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2024 | 575 | 12.1% |
| 2021 | 154 | 3.2% |
| 2023 | 126 | 2.7% |
| 2017 | 116 | 2.4% |
| 2018 | 112 | 2.4% |
| 2002 | 100 | 2.1% |
| 2004 | 87 | 1.8% |
| 2016 | 83 | 1.7% |
| 2011 | 83 | 1.7% |
| 2019 | 78 | 1.6% |
| Other values (69) | 3231 |
| Value | Count | Frequency (%) |
| 1946 | 18 | |
| 1947 | 12 | 0.3% |
| 1948 | 27 | |
| 1949 | 32 | |
| 1950 | 29 | |
| 1951 | 24 | |
| 1952 | 36 | |
| 1953 | 26 | |
| 1954 | 34 | |
| 1955 | 18 |
| Value | Count | Frequency (%) |
| 2024 | 575 | |
| 2023 | 126 | 2.7% |
| 2022 | 78 | 1.6% |
| 2021 | 154 | 3.2% |
| 2020 | 67 | 1.4% |
| 2019 | 78 | 1.6% |
| 2018 | 112 | 2.4% |
| 2017 | 116 | 2.4% |
| 2016 | 83 | 1.7% |
| 2015 | 75 | 1.6% |
Interactions
Correlations
| AST | DRAFT_NUMBER | DRAFT_ROUND | DRAFT_YEAR | FROM_YEAR | HEIGHT | JERSEY_NUMBER | POSITION | PTS | REB | ROSTER_STATUS | STATS_TIMEFRAME | TEAM_ABBREVIATION | TEAM_CITY | TEAM_NAME | TO_YEAR | WEIGHT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AST | 1.000 | -0.018 | 0.181 | -0.028 | -0.105 | -0.404 | -0.219 | 0.164 | 0.758 | 0.424 | 0.162 | 0.152 | 0.015 | 0.015 | 0.015 | 0.021 | -0.355 |
| DRAFT_NUMBER | -0.018 | 1.000 | 0.527 | 0.097 | -0.084 | 0.067 | 0.085 | 0.000 | -0.035 | -0.005 | 0.079 | 0.084 | 0.043 | 0.043 | 0.043 | -0.082 | 0.018 |
| DRAFT_ROUND | 0.181 | 0.527 | 1.000 | 0.167 | 0.149 | 0.086 | 0.057 | 0.116 | 0.303 | 0.246 | 0.167 | 0.168 | 0.033 | 0.033 | 0.033 | 0.193 | 0.089 |
| DRAFT_YEAR | -0.028 | 0.097 | 0.167 | 1.000 | 0.997 | 0.168 | -0.142 | 0.122 | -0.001 | -0.027 | 0.671 | 0.681 | 0.177 | 0.177 | 0.177 | 0.973 | 0.259 |
| FROM_YEAR | -0.105 | -0.084 | 0.149 | 0.997 | 1.000 | 0.136 | -0.107 | 0.112 | -0.103 | -0.066 | 0.584 | 0.609 | 0.185 | 0.185 | 0.185 | 0.971 | 0.218 |
| HEIGHT | -0.404 | 0.067 | 0.086 | 0.168 | 0.136 | 1.000 | 0.335 | 0.424 | -0.036 | 0.411 | 0.055 | 0.056 | 0.031 | 0.031 | 0.031 | 0.149 | 0.823 |
| JERSEY_NUMBER | -0.219 | 0.085 | 0.057 | -0.142 | -0.107 | 0.335 | 1.000 | 0.152 | -0.085 | 0.100 | 0.130 | 0.135 | 0.053 | 0.053 | 0.053 | -0.113 | 0.299 |
| POSITION | 0.164 | 0.000 | 0.116 | 0.122 | 0.112 | 0.424 | 0.152 | 1.000 | 0.047 | 0.183 | 0.094 | 0.092 | 0.031 | 0.031 | 0.031 | 0.121 | 0.347 |
| PTS | 0.758 | -0.035 | 0.303 | -0.001 | -0.103 | -0.036 | -0.085 | 0.047 | 1.000 | 0.728 | 0.227 | 0.211 | 0.018 | 0.018 | 0.018 | 0.050 | -0.018 |
| REB | 0.424 | -0.005 | 0.246 | -0.027 | -0.066 | 0.411 | 0.100 | 0.183 | 0.728 | 1.000 | 0.133 | 0.120 | 0.000 | 0.000 | 0.000 | 0.067 | 0.392 |
| ROSTER_STATUS | 0.162 | 0.079 | 0.167 | 0.671 | 0.584 | 0.055 | 0.130 | 0.094 | 0.227 | 0.133 | 1.000 | 0.951 | 0.094 | 0.094 | 0.094 | 0.576 | 0.075 |
| STATS_TIMEFRAME | 0.152 | 0.084 | 0.168 | 0.681 | 0.609 | 0.056 | 0.135 | 0.092 | 0.211 | 0.120 | 0.951 | 1.000 | 0.116 | 0.116 | 0.116 | 0.597 | 0.077 |
| TEAM_ABBREVIATION | 0.015 | 0.043 | 0.033 | 0.177 | 0.185 | 0.031 | 0.053 | 0.031 | 0.018 | 0.000 | 0.094 | 0.116 | 1.000 | 1.000 | 1.000 | 0.178 | 0.029 |
| TEAM_CITY | 0.015 | 0.043 | 0.033 | 0.177 | 0.185 | 0.031 | 0.053 | 0.031 | 0.018 | 0.000 | 0.094 | 0.116 | 1.000 | 1.000 | 1.000 | 0.178 | 0.029 |
| TEAM_NAME | 0.015 | 0.043 | 0.033 | 0.177 | 0.185 | 0.031 | 0.053 | 0.031 | 0.018 | 0.000 | 0.094 | 0.116 | 1.000 | 1.000 | 1.000 | 0.178 | 0.029 |
| TO_YEAR | 0.021 | -0.082 | 0.193 | 0.973 | 0.971 | 0.149 | -0.113 | 0.121 | 0.050 | 0.067 | 0.576 | 0.597 | 0.178 | 0.178 | 0.178 | 1.000 | 0.242 |
| WEIGHT | -0.355 | 0.018 | 0.089 | 0.259 | 0.218 | 0.823 | 0.299 | 0.347 | -0.018 | 0.392 | 0.075 | 0.077 | 0.029 | 0.029 | 0.029 | 0.242 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| PLAYER_NAME | TEAM_CITY | TEAM_NAME | TEAM_ABBREVIATION | JERSEY_NUMBER | POSITION | HEIGHT | WEIGHT | COLLEGE | COUNTRY | DRAFT_YEAR | DRAFT_ROUND | DRAFT_NUMBER | ROSTER_STATUS | PTS | REB | AST | STATS_TIMEFRAME | FROM_YEAR | TO_YEAR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Alaa Abdelnaby | Portland | Trail Blazers | POR | 30 | F | 82.0 | 240.0 | Duke | USA | 1990.0 | 1.0 | 25.0 | 0.0 | 5.7 | 3.3 | 0.3 | Career | 1990 | 1994 |
| 1 | Zaid Abdul-Aziz | Houston | Rockets | HOU | 54 | C | 81.0 | 235.0 | Iowa State | USA | 1968.0 | 1.0 | 5.0 | 0.0 | 9.0 | 8.0 | 1.2 | Career | 1968 | 1977 |
| 2 | Kareem Abdul-Jabbar | Los Angeles | Lakers | LAL | 33 | C | 86.0 | 225.0 | UCLA | USA | 1969.0 | 1.0 | 1.0 | 0.0 | 24.6 | 11.2 | 3.6 | Career | 1969 | 1988 |
| 3 | Mahmoud Abdul-Rauf | Denver | Nuggets | DEN | 1 | G | 73.0 | 162.0 | Louisiana State | USA | 1990.0 | 1.0 | 3.0 | 0.0 | 14.6 | 1.9 | 3.5 | Career | 1990 | 2000 |
| 4 | Tariq Abdul-Wahad | Sacramento | Kings | SAC | 9 | F-G | 78.0 | 235.0 | San Jose State | France | 1997.0 | 1.0 | 11.0 | 0.0 | 7.8 | 3.3 | 1.1 | Career | 1997 | 2003 |
| 5 | Shareef Abdur-Rahim | Memphis | Grizzlies | MEM | 3 | F | 81.0 | 245.0 | California | USA | 1996.0 | 1.0 | 3.0 | 0.0 | 18.1 | 7.5 | 2.5 | Career | 1996 | 2007 |
| 6 | Tom Abernethy | Golden State | Warriors | GSW | 5 | F | 79.0 | 220.0 | Indiana | USA | 1976.0 | 2.0 | 43.0 | 0.0 | 5.6 | 3.2 | 1.2 | Career | 1976 | 1980 |
| 7 | Forest Able | Philadelphia | 76ers | PHI | 6 | G | 75.0 | 180.0 | Western Kentucky | USA | 1956.0 | NaN | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | Career | 1956 | 1956 |
| 8 | Alex Abrines | Oklahoma City | Thunder | OKC | 8 | G | 78.0 | 190.0 | FC Barcelona | Spain | 2013.0 | 2.0 | 32.0 | 0.0 | 5.3 | 1.4 | 0.5 | Career | 2016 | 2018 |
| 9 | Precious Achiuwa | New York | Knicks | NYK | 5 | F | 80.0 | 243.0 | Memphis | Nigeria | 2020.0 | 1.0 | 20.0 | 1.0 | 6.6 | 5.6 | 1.0 | Season | 2020 | 2024 |
| PLAYER_NAME | TEAM_CITY | TEAM_NAME | TEAM_ABBREVIATION | JERSEY_NUMBER | POSITION | HEIGHT | WEIGHT | COLLEGE | COUNTRY | DRAFT_YEAR | DRAFT_ROUND | DRAFT_NUMBER | ROSTER_STATUS | PTS | REB | AST | STATS_TIMEFRAME | FROM_YEAR | TO_YEAR | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4735 | Derrick Zimmerman | Brooklyn | Nets | BKN | 12 | G | 75.0 | 195.0 | Mississippi State | USA | 2003.0 | 2.0 | 40.0 | 0.0 | 2.0 | 2.0 | 3.5 | Career | 2005 | 2005 |
| 4736 | Stephen Zimmerman | Los Angeles | Lakers | LAL | 33 | C | 84.0 | 240.0 | UNLV | USA | 2016.0 | 2.0 | 41.0 | 0.0 | 1.2 | 1.8 | 0.2 | Career | 2016 | 2016 |
| 4737 | Paul Zipser | Chicago | Bulls | CHI | 16 | F | 80.0 | 226.0 | Bayern Munich | Germany | 2016.0 | 2.0 | 48.0 | 0.0 | 4.7 | 2.6 | 0.8 | Career | 2016 | 2017 |
| 4738 | Ante Zizic | Cleveland | Cavaliers | CLE | 41 | C | 82.0 | 266.0 | Darussafaka | Croatia | 2016.0 | 1.0 | 23.0 | 0.0 | 6.0 | 3.9 | 0.6 | Career | 2017 | 2019 |
| 4739 | Jim Zoet | Detroit | Pistons | DET | 34 | C | 85.0 | 240.0 | Kent State | USA | NaN | NaN | 0.0 | 0.0 | 0.3 | 1.1 | 0.1 | Career | 1982 | 1982 |
| 4740 | Bill Zopf | Milwaukee | Bucks | MIL | 6 | G | 73.0 | 170.0 | Duquesne | USA | 1970.0 | 2.0 | 33.0 | 0.0 | 2.2 | 0.9 | 1.4 | Career | 1970 | 1970 |
| 4741 | Ivica Zubac | LA | Clippers | LAC | 40 | C | 84.0 | 240.0 | Mega Basket | Croatia | 2016.0 | 2.0 | 32.0 | 1.0 | 16.8 | 12.6 | 2.7 | Season | 2016 | 2024 |
| 4742 | Tristan da Silva | Orlando | Magic | ORL | 23 | F | 80.0 | 217.0 | Colorado | Germany | 2024.0 | 1.0 | 18.0 | 1.0 | 7.2 | 3.3 | 1.5 | Season | 2024 | 2024 |
| 4743 | Vlatko Čančar | Denver | Nuggets | DEN | 31 | F | 80.0 | 236.0 | San Pablo Burgos | Slovenia | 2017.0 | 2.0 | 49.0 | 1.0 | 1.8 | 2.5 | 0.7 | Season | 2019 | 2024 |
| 4744 | Dario Šarić | Denver | Nuggets | DEN | 9 | F-C | 82.0 | 225.0 | Anadolu Efes | Croatia | 2014.0 | 1.0 | 12.0 | 1.0 | 3.5 | 3.1 | 1.4 | Season | 2016 | 2024 |